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Tables of Contents for Multiple Classifier Systems
Chapter/Section Title
Page #
Page Count
Invited Papers
Ensemble Methods in Machine Learning
1
15
T. G. Dietterich
Experiments with Classifier Combining Rules
16
14
R. P. W. Duin
D. M. J. Tax
The `Test and Select' Approach to Ensemble Combination
30
15
A.J.C. Sharkey
N.E. Sharkey
U. Gerecke
G.O. Chandroth
A Survey of Sequential Combination of Word Recognizers in Handwritten Phrase Recognition at CEDAR
45
7
S. Srihari
Multiple Classifier Combination Methodologies for Different Output Levels
52
15
C. Y. Suen
L. Lam
Theoretical Issues
A Mathematically Rigorous Foundation for Supervised Learning
67
10
E.M. Kleinberg
Classifier Combinations: Implementations and Theoretical Issues
77
10
L. Lam
Some Results on Weakly Accurate Base Learners for Boosting Regression and Classification
87
10
W. Jiang
Multiple Classifier Fusion
Complexity of Classification Problems and Comparative Advantages of Combined Classifiers
97
10
T.K. Ho
Effectiveness of Error Correcting Output Codes in Multiclass Learning Problems
107
10
F. Masulli
G. Valentini
Combining Fisher Linear Discriminants for Dissimilarity Representation
117
10
Elzbieta Pekalska
M. Skurichina
R.P.W. Duin
A Learning Method of Feature Selection for Rough Classification
127
10
K. Takahashi
A. Sato
Analysis of a Fusion Method for Combining Marginal Classifiers
137
10
M.D. Happel
P. Bock
A Hybrid Projection Based and Radial Basis Function Architecture
147
10
S. Cohen
N. Intrator
Combining Multiple Classifiers in Probabilistic Neural Networks
157
10
J. Grim
J. Kittler
P. Pudil
P. Somol
Supervised Classifier Combination Through Generalized Additive Multi-model
167
10
C. Conversano
R. Siciliano
F. Mola
Dynamic Classifier Selection
177
13
G. Giacinto
F. Roli
Bagging and Boosting
Boosting in Linear Discriminat Analysis
190
10
M. Skurichina
R.P.W. Duin
Different Ways of Weakening Decision Trees and Their Impact on Classification Accuracy of DT Combination
200
10
P. Latinne
O. Debeir
C. Decaestecker
Applying Boosting to Similarity Literals for Time Series Classification
210
10
J.J. Rodriguez Diez
C.J. Alonso Gonzalez
Boosting of Tree-Based Classifiers for Predicitve Risk Modeling in GIS
220
10
C. Furlanello
S. Merler
Design of Multiple Classifier Systems
A New Evaluation Method for Expert Combination in Multi-expert System Designing
230
10
S. Impedovo
A. Salzo
Diversity Between Neural Networks and Decision Trees for Building Multiple Classifier Systems
240
10
W. Wang
P. Jones
D. Partridge
Self-Organizing Decomposition of Functions in the Context of a Unified Framework for Multiple Classifier Systems
250
10
N. Griffith
D. Partridge
Classifier Instability and Partitioning
260
10
T. Windeatt
Applications of Multiple Classifier Systems Remote-Sensing Data Analysis
A Hierarchical Multiclassifier System for Hyperspectral Data Analysis
270
10
S. Kumar
J. Ghosh
M. Crawford
Consensus Based Classification of Multisource Remote Sensing Data
280
10
J.A. Benediktsson
J.R. Sveinsson
Combining Parametric and Nonparametric Classifiers for an Unsupervised Updating of Land-Cover Maps
290
10
L. Bruzzone
R. Cossu
D.F. Prieto
A Multiple Self-Organizing Map Scheme for Remote Sensing Classification
300
10
W. Wan
D. Fraser
Document Analysis
Use of Lexicon Density in Evaluating Word Recognizers
310
10
P. Slavik
V. Govindaraju
A Multi-expert System for Dynamic Signature Verification
320
10
V. Di Lecce
G. Dimauro
A. Guerriero
S. Impedovo
G. Pirlo
A. Salzo
A Cascaded Multiple Expert System for Verification
330
10
L. P. Cordella
P. Foggia
C. Sansone
F. Tortorella
M. Vento
Architecture for Classifier Combination Using Entropy Measures
340
11
K. Ianakiev
V. Govindaraju
Miscellaneous Applications
Combining Fingerprint Classifiers
351
11
R. Cappelli
D. Maio
D. Maltoni
Statistical Sensor Calibration for Fusion of Different Classifiers in a Biometric Person Recognition Framework
362
10
B. Froba
C. Rothe
C. Kublbeck
A Modular Neuro-fuzzy Network for Musical Instruments Classification
372
11
A.M. Fanelli
G. Castellano
C. A. Buscicchio
Classifier Combination for Grammar-Guided Sentence Recognition
383
10
X. Jiang
K. Yu
H. Bunke
Shape Matching and Extraction by an Array of Figure-and-Ground Classifiers
393
10
I. Kumazawa
Author Index
403